The letter, postmarked from a town far away, had arrived with the daily mail. Michael recognized the handwriting instantly. It was a font that mocked him, calling him back to the past. He set the letter down on the countertop, the stark white a painful reminder of what had happened.

He eventually picked it up, his face a mask of indifference. He read the words, and his skin began to prickle. He felt a throbbing sensation behind his eyes. He crumpled the letter without a word, and then, without further thought, he went to his shed.

He returned, a few minutes later, with a can of gasoline.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262